{"observation":{"id":"a47ae17f-dfbd-439c-9ba9-e3153156cca8","tool":"fellow","tool_name":"Fellow","criterion":"editability","criterion_name":"Editability","criterion_definition":"Can you fix a wrong summary or action item before sharing?","criterion_evidence_type":"capability","criterion_rank_role":"context","criterion_rank_role_reason":"Being able to fix mistakes before sharing is valuable, but it does not by itself measure how well the tool captures the meeting in the first place. (3 of 3 judges)","scenario":"ai-demos-daily-standup-31-july-2026","scenario_name":"AI Demos Daily Standup — 31 July 2026","group_tag":"ai-meeting-notetaker","scenario_description":"A real 25-minute technical engineering daily standup with 14 attendees and about 10 active speakers, used as the single parallel-capture meeting for evaluating AI meeting notetakers on transcription, diarization, summaries, action items, search/chat, and collaboration features.","modality":"image","input_text":null,"input_artifact_refs":[{"alt":null,"url":"https://cdn.futuresmart.ai/public/aidemos/547dd6f13e4a420fa8ad7bf2c88c7612.png?v=1","role":"input","filename":"31-july-meeting-screenshot.png"}],"stresses":["Transcription accuracy for real names, tool names, numbers, and technical jargon","Speaker diarization across multiple active speakers","Robustness to overlapping speech, crosstalk, and rapid turn-taking","Join reliability for bot-based and botless capture","Summary quality on identical source material","Action-item extraction with correct owners and commitments","Topic segmentation of standup updates","Search and chat grounded in the meeting content","Sharing, API, MCP, integrations, plan limits, languages, and privacy feature coverage"],"verdict":"mixed","score":null,"score_total":null,"note":"Summary and action items are editable inline before sharing, but the transcript itself is locked for audit-trail purposes, so editing is only partial.","evidence_state":"verified","source":null,"artifacts":[{"url":"https://cdn.futuresmart.ai/public/aidemos/14b659d136f643cca123a6031ecfdee2.png?v=1","role":"output","alt":null}],"run_id":"ace58582-3d1e-48ee-996c-9b3cd03f27a2","study_title":"AI Meeting Notetakers — Capture Accurate Transcripts, Summaries & Action Items From Live Calls","study_kind":"generation","research_task":"86baxegnv","tested_at":null,"completeness":"input-and-output","input":{"state":"files","text":null,"files":[{"url":"https://cdn.futuresmart.ai/public/aidemos/547dd6f13e4a420fa8ad7bf2c88c7612.png?v=1","filename":"31-july-meeting-screenshot.png","alt":"AI Demos Daily Standup — 31 July 2026","role":"input"}],"modality":"image","stresses":["Transcription accuracy for real names, tool names, numbers, and technical jargon","Speaker diarization across multiple active speakers","Robustness to overlapping speech, crosstalk, and rapid turn-taking","Join reliability for bot-based and botless capture","Summary quality on identical source material","Action-item extraction with correct owners and commitments","Topic segmentation of standup updates","Search and chat grounded in the meeting content","Sharing, API, MCP, integrations, plan limits, languages, and privacy feature coverage"]},"tool_page_slug":"fellow","tool_url":"https://aidemos.com/tools/fellow","permalink":"https://aidemos.com/evidence/a47ae17f-dfbd-439c-9ba9-e3153156cca8","api_url":"https://ai.aidemos.com/v1/observations/a47ae17f-dfbd-439c-9ba9-e3153156cca8"},"peers":[{"id":"e181aa66-75ab-4b14-a804-0bb3f6481466","tool":"granola","tool_name":"Granola","verdict":"mixed","score":null,"score_total":null,"note":"Granola supports editing the summary layer, but transcript text is not editable in-app; the report describes transcript correction as locked by design, so users can fix notes and action items but not the underlying transcript.","artifact_count":2,"thumbnail":"https://cdn.futuresmart.ai/public/aidemos/d2e0703f86a040cea768260e1ddae9f4.png?v=1","evidence_url":"https://aidemos.com/evidence/e181aa66-75ab-4b14-a804-0bb3f6481466"},{"id":"0a57537c-4ad4-4b2f-8115-4281f671bd30","tool":"meetgeek","tool_name":"MeetGeek","verdict":"worked","score":null,"score_total":null,"note":"Users can edit generated outputs inline before sharing; the report says summary, action items, and the full transcript are all editable, and the UI shows editable summary text.","artifact_count":1,"thumbnail":"https://cdn.futuresmart.ai/public/aidemos/c7ceaf56115b45bb86e3c89f78424ea4.png?v=1","evidence_url":"https://aidemos.com/evidence/0a57537c-4ad4-4b2f-8115-4281f671bd30"},{"id":"0364fbbc-9644-47cc-97a6-60174baab699","tool":"otter-ai","tool_name":"Otter.ai","verdict":"worked","score":null,"score_total":null,"note":"Otter exposes inline editing controls for transcript and summary outputs before sharing, so wrong content can be corrected in-product rather than only exported as-is.","artifact_count":2,"thumbnail":"https://cdn.futuresmart.ai/public/aidemos/a0307003e47741e68372b1f2d17c91ec.png?v=1","evidence_url":"https://aidemos.com/evidence/0364fbbc-9644-47cc-97a6-60174baab699"}],"other_criteria":[{"id":"21587b7d-dc6e-4aa1-8ee4-4e5f13641a3e","criterion":"action-item-extraction","criterion_name":"Action-Item Extraction","rank_role":"decisive","verdict":"mixed","score":null,"score_total":null,"note":"Action-item extraction was mostly correct, with real commitments and proper owner assignment for most items, but one real action item was misplaced from Mahreen to Anshika; the report states a 95%+ capture rate.","artifact_count":1,"evidence_url":"https://aidemos.com/evidence/21587b7d-dc6e-4aa1-8ee4-4e5f13641a3e"},{"id":"b8fe3f78-ae35-4ccf-b887-6188bac5ad2f","criterion":"chat-with-notes-ask-questions","criterion_name":"Chat with Notes / Ask Questions","rank_role":"context","verdict":"worked","score":null,"score_total":null,"note":"Ask Fellow returned grounded answers to natural-language questions against the meeting notes, and the tested query produced a cited response rather than an unsupported hallucination.","artifact_count":1,"evidence_url":"https://aidemos.com/evidence/b8fe3f78-ae35-4ccf-b887-6188bac5ad2f"},{"id":"5d9e1f80-f657-4216-8e73-e81047b806aa","criterion":"join-method-reliability","criterion_name":"Join Method & Reliability","rank_role":"decisive","verdict":"worked","score":null,"score_total":null,"note":"The bot auto-joined via Google Calendar integration and stayed connected for the full meeting capture without drops or disconnections, including the late closing portion of the call.","artifact_count":3,"evidence_url":"https://aidemos.com/evidence/5d9e1f80-f657-4216-8e73-e81047b806aa"},{"id":"a8a8aaba-e0e1-44b8-9cce-4fa91c5e5213","criterion":"search-across-notes","criterion_name":"Search Across Notes","rank_role":"context","verdict":"worked","score":null,"score_total":null,"note":"Transcript search works with exact timestamp retrieval for matching terms, letting users jump to precise moments within the meeting; the report notes cross-meeting search was untested.","artifact_count":2,"evidence_url":"https://aidemos.com/evidence/a8a8aaba-e0e1-44b8-9cce-4fa91c5e5213"},{"id":"b22ab795-4b0c-4939-80f6-1f9daca9f6e6","criterion":"sharing-without-registration","criterion_name":"Sharing Without Registration","rank_role":"context","verdict":"worked","score":null,"score_total":null,"note":"Shared recap links can be opened by anyone with the link without creating a Fellow account, and the share modal also offers optional password protection for viewers outside the workspace.","artifact_count":2,"evidence_url":"https://aidemos.com/evidence/b22ab795-4b0c-4939-80f6-1f9daca9f6e6"},{"id":"5928b605-59f7-4372-a4b7-914060123f74","criterion":"speaker-diarization","criterion_name":"Speaker Diarization","rank_role":"decisive","verdict":"worked","score":null,"score_total":null,"note":"The transcript attributed speaker turns correctly across the standup, with all ~10 speakers labeled by name and no attribution errors or generic labels reported.","artifact_count":2,"evidence_url":"https://aidemos.com/evidence/5928b605-59f7-4372-a4b7-914060123f74"},{"id":"d89239cd-ae18-4967-90d8-e968276badf1","criterion":"summary-quality","criterion_name":"Summary Quality","rank_role":"decisive","verdict":"worked","score":null,"score_total":null,"note":"The meeting recap was reported as clearly structured and complete, with the key decisions and discussion points preserved and nothing important dropped.","artifact_count":1,"evidence_url":"https://aidemos.com/evidence/d89239cd-ae18-4967-90d8-e968276badf1"},{"id":"b69458f2-5b1d-4915-bf53-39ab59f059d2","criterion":"topic-segmentation","criterion_name":"Topic Segmentation","rank_role":"context","verdict":"worked","score":null,"score_total":null,"note":"The tool broke the standup into logical topic sections with clear headers and separated discussion points, rather than leaving the meeting as one undifferentiated blob.","artifact_count":1,"evidence_url":"https://aidemos.com/evidence/b69458f2-5b1d-4915-bf53-39ab59f059d2"},{"id":"d4b52ad2-b536-4580-99fa-644f4b772a93","criterion":"transcription-accuracy","criterion_name":"Transcription Accuracy","rank_role":"decisive","verdict":"worked","score":null,"score_total":null,"note":"The transcript was near-clean: the tool captured nearly all names, technical jargon, and numbers correctly, with no significant misheard terms or hallucinations observed in the tested meeting.","artifact_count":2,"evidence_url":"https://aidemos.com/evidence/d4b52ad2-b536-4580-99fa-644f4b772a93"}],"appears_in":[{"page_type":"ranking","slug":"ai-meeting-notetakers","title":"Best AI Meeting Notetakers for Accurate Transcripts, Summaries, and Action Items","url":"https://aidemos.com/best/ai-meeting-notetakers","binding":"run"}],"same_scenario":[{"id":"e181aa66-75ab-4b14-a804-0bb3f6481466","tool":"granola","tool_name":"Granola","verdict":"mixed","score":null,"score_total":null,"note":"Granola supports editing the summary layer, but transcript text is not editable in-app; the report describes transcript correction as locked by design, so users can fix notes and action items but not the underlying transcript."},{"id":"0a57537c-4ad4-4b2f-8115-4281f671bd30","tool":"meetgeek","tool_name":"MeetGeek","verdict":"worked","score":null,"score_total":null,"note":"Users can edit generated outputs inline before sharing; the report says summary, action items, and the full transcript are all editable, and the UI shows editable summary text."},{"id":"0364fbbc-9644-47cc-97a6-60174baab699","tool":"otter-ai","tool_name":"Otter.ai","verdict":"worked","score":null,"score_total":null,"note":"Otter exposes inline editing controls for transcript and summary outputs before sharing, so wrong content can be corrected in-product rather than only exported as-is."}]}